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Decision Systems and e-Service Intelligence Lab

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The Decision Systems and e-Service Intelligence Lab is working to develop theories, methods and software systems to help organisations make better, more informed decisions and give them an edge as they chart their course through the sea of Big Data.

Headshot of AAII's Associate Professor Guangquan Zhang
Associate Professor Guangquan Zhang | Lab Director
Headshot of AAII's Associate Professor Yi Zhang
Associate Professor Yi Zhang | Lab Co-Director

Data-driven decision making through fuzzy logic and machine learning

The Decision Systems and e-Service Intelligence  (DeSI) Lab is developing advanced fundamental knowledge and methodologies to effectively support data-driven or learning based decision making, and novel real-world decision support applications. 

The lab's areas of research focus are transfer learning, concept drift detection and reaction, reinforcement learning, recommender systems, fuzzy decision support systems, cloud computing, intelligent bibliometrics and early warning systems.

Top left: DeSI Lab's research focus areas Top right: Concept drift learning. Data arrives in streams that undergo constant and arbitrary distribution changes Bottom left: Transfer learning. Leveraging knowledge acquired from the source to domain, to improve learning efficiency or solve insufficient labelled data issues in a target domain Bottom right: Recommender systems. Providing personalised and productive experiences for the online user by processing and analysing big data sets

Top left: DeSI Lab's research focus areas
Top right: Concept drift learning. Data arrives in streams that undergo constant and arbitrary distribution changes
Bottom left: Transfer learning. Leveraging knowledge acquired from the source to domain, to improve learning efficiency or solve insufficient labelled data issues in a target domain
Bottom right: Recommender systems. Providing personalised and productive experiences for the online user by processing and analysing big data sets

 

Acknowledgement of Country

UTS acknowledges the Gadigal People of the Eora Nation and the Boorooberongal People of the Dharug Nation upon whose ancestral lands our campuses now stand. We would also like to pay respect to the Elders both past and present, acknowledging them as the traditional custodians of knowledge for these lands. 

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